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Real-time American Sign Language detection using MobileNetV2, OpenCV, and a custom gesture dataset with smart sentence suggestions.

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khanak0509/ASL-Gestures-Recognizer

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🧠 Real-Time Sign Language Recognition with Suggestions & Speech

This project is a real-time hand gesture recognition system that uses your webcam to detect American Sign Language (ASL) gestures (A–Y except J and Z) and convert them into text. It also provides word suggestions and speaks them out using text-to-speech.


🚀 Features

  • 📷 Real-time sign language detection using MediaPipe
  • 🤖 Gesture recognition powered by a TensorFlow CNN model
  • 🗣️ Converts predicted text to speech using pyttsx3
  • 💡 Smart suggestions for predicted words
  • 🖐️ Supports 24 ASL gestures (A–Y, excluding J & Z)

🛠️ Installation

Clone the repository

git clone https://github.com/khanak0509/ASL-Gesture-Recognizer.git
cd sign-language-detector

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Real-time American Sign Language detection using MobileNetV2, OpenCV, and a custom gesture dataset with smart sentence suggestions.

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